\documentclass{standalone}

\usepackage{neuralnetwork}

\begin{document}
       \begin{neuralnetwork}[height=4]
               \newcommand{\nodetextclear}[2]{}
               \newcommand{\nodetextx}[2]{$x_#2$}
               \newcommand{\nodetexty}[2]{$y_#2$}
               \inputlayer[count=4, bias=false, title=Input\\layer, text=\nodetextx]
               \hiddenlayer[count=5, bias=false, title=Hidden\\layer, text=\nodetextclear] \linklayers
               \outputlayer[count=3, title=Output\\layer, text=\nodetexty] \linklayers
       \end{neuralnetwork}
\end{document}

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